• Title/Summary/Keyword: HDS

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Stock News Dataset Quality Assessment by Evaluating the Data Distribution and the Sentiment Prediction

  • Alasmari, Eman;Hamdy, Mohamed;Alyoubi, Khaled H.;Alotaibi, Fahd Saleh
    • International Journal of Computer Science & Network Security
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    • v.22 no.2
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    • pp.1-8
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    • 2022
  • This work provides a reliable and classified stocks dataset merged with Saudi stock news. This dataset allows researchers to analyze and better understand the realities, impacts, and relationships between stock news and stock fluctuations. The data were collected from the Saudi stock market via the Corporate News (CN) and Historical Data Stocks (HDS) datasets. As their names suggest, CN contains news, and HDS provides information concerning how stock values change over time. Both datasets cover the period from 2011 to 2019, have 30,098 rows, and have 16 variables-four of which they share and 12 of which differ. Therefore, the combined dataset presented here includes 30,098 published news pieces and information about stock fluctuations across nine years. Stock news polarity has been interpreted in various ways by native Arabic speakers associated with the stock domain. Therefore, this polarity was categorized manually based on Arabic semantics. As the Saudi stock market massively contributes to the international economy, this dataset is essential for stock investors and analyzers. The dataset has been prepared for educational and scientific purposes, motivated by the scarcity of data describing the impact of Saudi stock news on stock activities. It will, therefore, be useful across many sectors, including stock market analytics, data mining, statistics, machine learning, and deep learning. The data evaluation is applied by testing the data distribution of the categories and the sentiment prediction-the data distribution over classes and sentiment prediction accuracy. The results show that the data distribution of the polarity over sectors is considered a balanced distribution. The NB model is developed to evaluate the data quality based on sentiment classification, proving the data reliability by achieving 68% accuracy. So, the data evaluation results ensure dataset reliability, readiness, and high quality for any usage.

Frequency characters of Holographic data storage system's data page And Description of optical system (홀로그래픽 정보 저장 장치의 데이터 페이지 주파수 특성 및 광학 시스템 표현)

  • Kim, Hwal;Jeon, Sungbin;Kim, Do-Hyung;Park, No-Cheol;Park, Young-Pil
    • Transactions of the Society of Information Storage Systems
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    • v.11 no.1
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    • pp.1-5
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    • 2015
  • The selective frequency analysis method is suggested in the holographic data storage system with the nyquist aperture to reduce the size of hologram. The image filter was designed with many different methods to improve the bit error rate caused by the nyquist aperture. In previous the methods of image restoration for HDS, an iteration time and a highly precise point spread function were necessary. In this paper, we describe the optical system with analytic method. Thereby, we expect our result help the researchers to design the filter.

Disc Tilt Error Measurement using Reconstructed Image Pattern for Holographic Data Storage (홀로그래픽 정보저장기기의 재생 이미지 패턴을 이용한 디스크 틸트 오차 측정)

  • Lim, Sung-Yong;Han, Cho-Lok;Kim, Do-Hyung;Yang, Hyun-Seok;Park, No-Cheol;Park, Young-Pil
    • Transactions of the Society of Information Storage Systems
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    • v.8 no.2
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    • pp.67-71
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    • 2012
  • Page-oriented holographic data storage (HDS) is very sensitive to the tilt error. Therefore, tilt error should be measured and compensated. Especially, mechanical tilt measurement method cannot cope with tilt error measurement because photopolymer medium has shrinkage problem. Therefore, the method to solve this problem is using the reconstructed image which can represent both tilt and shrinkage effect. In this paper, we suggest disc tilt measurement algorithm using image pattern of retrieval data.

In-plane Stress Analysis of Rotating Composite Disks (복합재료 회전원판의 면내응력 해석)

  • Koo, Kyo-Nam
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2005.04a
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    • pp.176-179
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    • 2005
  • Rotating annular disks are widely used in data storage devices such as CDs, DVDs(digital versatile disks), and HDs(hard disks) as well as in traditional industrial machines like sawing machines, turbines, brake disks. The exact stress distribution of rotating polar orthotropic disk is derived by solving directly the equilibrium equation instead of using stress function. Stress distributions for typical GFRP and CFRP disks are presented in addition to polycarbonate disk. The results show that the application of CFRP to rotating disk can increase the maximum allowable rotating speed but this may not be applicable to GFRP disk.

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Modeling of Hybride Electric Vehicle Drivetrain and Development of Simulation Program (하이브리드 전기차량 동력부의 모델링 및 성능평가 프로그램 제작)

  • 김도형;박영진
    • Transactions of the Korean Society of Automotive Engineers
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    • v.8 no.6
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    • pp.122-129
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    • 2000
  • This paper describes a hybrid dynamic system(HDS) modeling method and result for the drivertrain of a parallel hybrid electric vehicle(PHEV) which consists of a gasoline engine, an electric machine, and a continuous variable transmission (CVT) and proposes a drivetrain control system. The control system has an engine controller, a motor controller, a CVT controller and a supervisory controller for the coordination of all system. The controller keep the speed of engine wheel and the output torque within the optimal operation range based on the experimental data. We also developed a MATLAB/SIMULINK program for the performance simulation of PHEV drivetrain model and controllers and compared the simulation result with the experiment result in the recent literatures.

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Hydrodesulfurization of Thiophene over $Ni-W/TiO_2-ZrO_2$ catalysts ($Ni-W/TiO_2-ZrO_2$ 촉매상에서 Thiophene의 수첨탈황반응)

  • 전광승;김문찬;김경림
    • Journal of Korean Society for Atmospheric Environment
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    • v.8 no.1
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    • pp.84-91
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    • 1992
  • Hydrodesulfurization of thiophene was studied over $Ni-W/TiO_2-ZrO_2$ catalysts in a fixed bed flow reactor. The ranges of experimental conditions were at the temperatures between 200$^\circ$C and 360$^\circ$C, the pressures between 20 X $10^5$ Pa. The catalysts were reduced with the flow of 10 L/hr of $H_2$ at the temperature of 350$^\circ$C. It was found that $TiO_2-ZrO_2$ supported catalysts had similar activity to $\gamma-Al_2O_3$ supported. The largest surface areas and the highest acidity occured as the binary oxides were mixed with equal molar ratios. The HDS increased with increasing temperatures, pressures and contact times.

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The Prevalence and Factors of Falls among the Community-Dwelling Elderly (재가 노인의 낙상 경험률과 관련 요인)

  • Jang, Insun;Park, Eunok
    • Journal of Korean Public Health Nursing
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    • v.27 no.1
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    • pp.89-101
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    • 2013
  • Purpose: The purpose of this study was to investigate the prevalence, characteristics, and factors related to falls occurring among the community-dwelling elderly. Methods: The subjects were 299 community-dwelling-elderly in Jeju Province. Data were collected via in-person interviews by five visiting nurses in October, 2012. Fall risk assessment tools developed by the CDC, K-ADL, HDS-K, and GDS were used for data collection. Results: A significant number of subjects (34.1%) had experienced a fall at least once within the last six months. Living arrangements, strokes, urinary incontinence, main daily activities, and depression were significant factors related to these falls. Other risk factors included heavy use of medications, difficulties in walking and standing, needing arms to stand up from a chair, and hearing loss. Conclusion: The results reveal critical factors related to falls among the community-dwelling elderly. These information should be used to develop and implement fall prevention programs in communities.

고밀도 슬러지법(HSD)에 의한 광산배수처리시험

  • 정영욱;강상수
    • Proceedings of the Korean Society of Soil and Groundwater Environment Conference
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    • 2003.09a
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    • pp.192-195
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    • 2003
  • The hight density sludge process (HDS) is a process that has been developed to achieve greatly increased sludge densities compared to those resulting from conventional pH modification systems. This study was carried out to apprehend variation of sludge properties and removal of metals during recycling of the sludge. The principal neutralization and settlement took place in neutralization beaker and mass cylinder. Sludge was recycled, as a volumetric ratios of 20%, 40% and 60%. The pH was controlled in neutralization tanks near 9.5. The average lime consumption rate was about 10g per L of AMD. The increment of sludge density was correlated with the volumetric ratios of recycled sludge.

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Effects of Acoustic Features and Dimensionality Reduction Techniques in Musical Mood Classification (음악 무드 분류에서 음향 특성과 차원 감쇄 기법의 효과 연구)

  • Han, Byeong-Jun;Rho, Seung-Min;Hwang, Een-Jun
    • Proceedings of the Korean Information Science Society Conference
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    • 2008.06c
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    • pp.406-411
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    • 2008
  • 인터넷을 비롯한 통신 네트워크의 발전으로 개개인의 콘텐츠 수요가 증가함에 따라 다양한 콘텐츠 욕구를 충족시키기 위한 추천 시스템이 대두되고 있으며, 이러한 추천 시스템의 기반 기술로써 내용 기반 검색 기술의 필요가 증가하고 있다. 본 논문에서는 대표적인 멀티미디어 콘텐츠의 하나인 음악의 무드를 내용 기반으로 분류하기 위해, 음악 비트 검출에 기반한 프레임화를 적용하였으며, 스펙트럼의 고조파를 좀더 강조하기 위한 HDS(Harmonic Distribution Spectrum)을 제안하였다. 또한 다양한 차원 감쇄 기법과 분류기를 이용한 실험을 통해 무드 분류 시스템의 성능 비교를 진행하였다.

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Vibration Analysis and Critical Speeds of Rotating Polar Orthotropic Disks, Part I : Formulation and Solution Method (극직교 이방성 회전원판의 진동해석 및 임계속도 I : 정식화 및 해법)

  • Koo, Kyo-Nam
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.16 no.2 s.107
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    • pp.169-175
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    • 2006
  • Rotating annular disks are widely used in data storage devices such as CDs, DVDs(digital versatile disks), and HDs(hard disks). Higher data transfer rate in data storage disks could not be achieved by polycarbonate disks in the present market. The problem can be solved by applying the fiber-reinforce composite materials to the disks. In this paper, an application of composite materials to rotating disks is proposed to increase the critical speed. Dynamic equation is formulated in order to calculate the natural frequency and critical speed for rotating composite disks by the Galerkin method. The orthogonal functions are used in series solution. A companion paper(Part II) presents and discusses the numerical results of vibration analysis and critical speed for rotating polar orthotropic disk using the formulation and solution method given in this paper (Part I).